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ICML
2001
IEEE
16 years 5 months ago
Estimating a Kernel Fisher Discriminant in the Presence of Label Noise
Data noise is present in many machine learning problems domains, some of these are well studied but others have received less attention. In this paper we propose an algorithm for ...
Bernhard Schölkopf, Neil D. Lawrence
CHI
2010
ACM
15 years 11 months ago
Apatite: a new interface for exploring APIs
We present Apatite, a new tool that aids users in learning and understanding a complex API by visualizing the common associations between its various components. Current object-or...
Daniel S. Eisenberg, Jeffrey Stylos, Brad A. Myers
CNSR
2008
IEEE
105views Communications» more  CNSR 2008»
15 years 10 months ago
Information Retrieval in Network Administration
Network administration is a task that requires experience in relating symptoms of network problems with possible causes and corrective actions. We describe the design of a system ...
Ashley George, Adetokunbo Makanju, A. Nur Zincir-H...
COLT
2005
Springer
15 years 10 months ago
Towards a Theoretical Foundation for Laplacian-Based Manifold Methods
In recent years manifold methods have attracted a considerable amount of attention in machine learning. However most algorithms in that class may be termed “manifold-motivatedâ€...
Mikhail Belkin, Partha Niyogi
WIA
2004
Springer
15 years 9 months ago
Testability of Oracle Automata
d abstract) Gaoyan Xie, Cheng Li, and Zhe Dang   School of Electrical Engineering and Computer Science Washington State University Pullman, WA 99164, USA Abstract. In this paper, ...
Gaoyan Xie, Cheng Li, Zhe Dang